Pith Number

pith:QKILSGSV

pith:2025:QKILSGSVNJOLLOCRJILWXB2XWQ

not attested not anchored not stored refs pending

Benchmarking and Evaluation of AI Models in Biology: Outcomes and Recommendations from the CZI Virtual Cells Workshop

Aditi Krishnapriyan, Alma Andersson, Aly Khan, Angela Oliveira Pisco, Ankit Gupta, Anthony Gitter, Benjamin Chang, Bo Wang, Daniel Burkhardt, Elana Simon, Elizabeth Fahsbender, Emma Lundberg, Genevieve Haliburton, Georg K. Gerber, Gustavo Stolovitzky, Ivana Jelic, James Zou, Jeremy Ash, Jon M. Laurent, Julio Saez-Rodriguez, Katherine S. Pollard, Katrina Kalantar, Marc Valer, Patrick Godau, Polina Binder, Rob Moccia, Shalin B. Mehta, Siyu He, Srinivasan Sivanandan, Suresh Ramani, Tianyu Liu, Trey Ideker, Xikun Zhang, Yang-Joon Kim, Yasin Senbabaoglu

arxiv:2507.10502 v2 · 2025-07-14 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QKILSGSVNJOLLOCRJILWXB2XWQ}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T11:37:45.947233Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8290b91a556a5cb5b8514a176b8757b43a04c9fcc4daf21b8a9eb7b63d255162

Aliases

arxiv: 2507.10502 · arxiv_version: 2507.10502v2 · doi: 10.48550/arxiv.2507.10502 · pith_short_12: QKILSGSVNJOL · pith_short_16: QKILSGSVNJOLLOCR · pith_short_8: QKILSGSV

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/QKILSGSVNJOLLOCRJILWXB2XWQ \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 8290b91a556a5cb5b8514a176b8757b43a04c9fcc4daf21b8a9eb7b63d255162

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34df0bc3569552cc4632759630cf0617fd05f86b6b370c413fc49c109b89478b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-14T17:25:28Z",
    "title_canon_sha256": "c7eecad72a48c6842b72702abf8c77c2c21274eadc0b0f76700f4889cc32899c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.10502",
    "kind": "arxiv",
    "version": 2
  }
}